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03:00 Ising Model on Locally Tree-like Graphs:… Ising Model on Locally Tree-like Graphs: Uniqueness of Solutions to Cavity Equations, Qian Yu, Post Doc (3000000)	Ising Model on Locally Tree-like Graphs: Uniqueness of Solutions to Cavity Equations, Qian Yu, Post Doc (3000000) In the study of Ising models on large locally tree-like graphs, in both rigorous and non-rigorous methods one is often led to understanding the so-called belief propagation distributional recursions… degradation network equation distribution problem ratio likelihood log movie observations channel communication theory tree presentation respect contraction streak forms evolution From Research Princeton Research Day 1 likes 32 plays Date April 28th, 2022 Speaker Qian Yu, Post Doc Department Electrical and Computer Engineering
03:02 Solving Sudoku Puzzles with Recurrent Neural… Solving Sudoku Puzzles with Recurrent Neural Networks, Richard Zhu, UG '23 (3967706)	Solving Sudoku Puzzles with Recurrent Neural Networks, Richard Zhu, UG '23 (3967706) Recent advancements in machine learning have allowed for near-human or even superhuman performance in applications spanning chess-playing, protein folding, and natural language generation. Sudoku, a… recurrent neural network puzzle methods network 3d values sudoku cells term model lstm respect problem column networks question relation recursion future months accuracy From Research Princeton Research Day 1 likes 58 plays Date April 27th, 2022 Speaker Richard Zhu Department Mechanical and Aerospace Engineering
03:05 How Nature’s Tiniest Soda Could Help Feed… How Nature’s Tiniest Soda Could Help Feed the World: The Story of the Algal Pyrenoid, Eric Franklin, G4 (3965535)	How Nature’s Tiniest Soda Could Help Feed the World: The Story of the Algal Pyrenoid, Eric Franklin, G4 (3965535) Plants are responsible for almost everything around us. Not just as crops for us or livestock to eat, but also for the wood that makes up our houses and furniture, the cotton that we wear as clothes,… reinforcement learning generalization interpretability neural network tubules co2 algae 3d plants proteins soda sugar membranes crop nature reconstructions difference rest middle matrix fertilizer water yields food From Research Princeton Research Day 6 likes 119 plays Date April 27th, 2022 Speaker Eric Franklin Department Molecular Biology
03:00 Using a Theory of Human Cognition to Improve… Using a Theory of Human Cognition to Improve Computer Agents, Albert Lin, UG '23 (3965329)	Using a Theory of Human Cognition to Improve Computer Agents, Albert Lin, UG '23 (3965329) Current reinforcement learning (RL) models still have difficulty generalizing to novel, but related, tasks. They are also often composed of deep neural networks which carry out computations that do… reinforcement learning generalization interpretability neural network model computer humans game baseline theory control attention levels models visualizations experiments network approach training decisions cognition initializations fruits From Research Princeton Research Day 3 likes 37 plays Date April 27th, 2022 Speaker Albert Lin Department Computer Science
02:58 Local Damages from Hurricanes: Application of… Local Damages from Hurricanes: Application of Machine Learning with Satellite Data, Katie Kolodner, UG '24 (3963520)	Local Damages from Hurricanes: Application of Machine Learning with Satellite Data, Katie Kolodner, UG '24 (3963520) Though hurricanes are some of the most destructive natural disasters, with the frequency of intense and damaging hurricanes increasing due to climate change, current estimates of damages from… machine learning satellite imagery hurricanes building damage arcgis pro damage result buildings imagery experimentation prediction building hurricane localization target pre max disaster representation polygons models model image network From Research Princeton Research Day 1 likes 28 plays Date April 27th, 2022 Speaker Katie Kolodner Department Operations Research and Financial Engineering
02:55 A Tale of Modern Computers and the Ancient… A Tale of Modern Computers and the Ancient Seafloor, Indu Panigrahi, UG '23 (3926464)	A Tale of Modern Computers and the Ancient Seafloor, Indu Panigrahi, UG '23 (3926464) When teaching a student, you sometimes have to come up with more than one way of explaining the same concept. The same ideas apply when teaching a machine how to interpret images. We have images from… archaeocyathids archaeos convolutional neural network 3d image model images reefs ways locations scale dataset cnn rtos rq reef pixels method methods notes tune objects arc From Research Princeton Research Day 3 likes 83 plays Date April 27th, 2022 Speaker Indu Panigrahi Department Computer Science
02:59 SmartCookie: Distributed In-Network SYN Flooding… SmartCookie: Distributed In-Network SYN Flooding Mitigation, Sophia Yoo, G2 (3938706)	SmartCookie: Distributed In-Network SYN Flooding Mitigation, Sophia Yoo, G2 (3938706) SYN-flooding attacks, a pervasive class of DDoS attacks, target the TCP three-way handshake to exhaust server resources, leading to poor performance for legitimate clients. In this work, we present… server defense memory switch network adversary attack connection syn cookie packets attacks side model traffic packet responsibilities scale switches upstream From Research Princeton Research Day 0 likes 69 plays Date April 27th, 2022 Speaker Sophia Yoo, G2 Department Electrical and Computer Engineering
01:02:05 4.18.2022 MAE Faculty Search 4.18.2022 MAE Faculty Search	4.18.2022 MAE Faculty Search droplets network structure material size phase droplet oil things polymer energy silicone temperature thing question systems process properties bit separation From Broadcast Broadcast Center Staff 0 likes 12 plays
01:52:46 Intro to Machine Learning, Part 3 of 4 Intro to Machine Learning, Part 3 of 4	Intro to Machine Learning, Part 3 of 4 Intro to Machine Learning, Part 3 of 4 picscie research computing clusters network examples things kind clustering image space points input lake distribution dataset model learning detection cluster distance machine autoencoder From Andrea Rubinstein 0 likes 3 plays Date January 21st, 2022 Speaker Savannah Thais Department PICSciE/Research Computing
02:55:09 Intro to Machine Learning, Part 2 of 4 Intro to Machine Learning, Part 2 of 4	Intro to Machine Learning, Part 2 of 4 Intro to Machine Learning, Part 2 of 4 picsc research computing network image things kind input model training text networks lot layer filter output filters features weights function learning bit representations From Andrea Rubinstein 0 likes 2 plays Date January 19th, 2022 Speaker Savannah Thais Department PICSciE/Research Computing
02:58:57 Intro to Machine Learning, Part 1 of 4 Intro to Machine Learning, Part 1 of 4	Intro to Machine Learning, Part 1 of 4 Intro to Machine Learning, Part 1 of 4 picscie research computing wintersession 2022 model kind machine function learning things training matrix lot decision features values loss parameters models network regression linear layer examples From Andrea Rubinstein 0 likes 17 plays Date January 18th, 2022 Speaker Savannah Thais Department PICSciE/Research Computing Location Zoom
54:27 EEB 522 Seminar Series- Woi Sok Oh & Jeffrey… EEB 522 Seminar Series- Woi Sok Oh & Jeffrey Smith	EEB 522 Seminar Series- Woi Sok Oh & Jeffrey Smith Woi Sok OhPrinceton University “Climate and conflict on internal displacement: network analysis of Somali case” Jeffrey SmithPrinceton University “Ignoring key parameters in species… 522 eeb ecology and evolutionary biology species climate lot change conflict occurrence models probability suitability displacement distribution network tau things biodiversity iep patterns bird question degree From EEB EEB Media 0 likes 3 plays Date March 3rd, 2022 Speaker Woi Sok Oh & Jeffrey Smith Department Ecology & Evolutionary Biology Location Guyot 10/Zoom
01:05:19 Wintersession - Information Security in the News Wintersession - Information Security in the News	Wintersession - Information Security in the News As we enter 2022, we look back at the state of information security over the past few years. Coronavirus scams, the natural gas pipeline ransomware attack, foreign hacking groups, the SolarWinds… information security attack lot princeton access thing things network devices ransom incident attackers bit malware attacks vulnerability water companies ransomware questions infrastructure From Stefanie Clerkin 0 likes 12 plays Date January 10th, 2022 Speaker David Sherry & Tara Schaufler Department Information Security Office
05:18 (Episode 5) 7 Tips for Securing your IoT Devices (Episode 5) 7 Tips for Securing your IoT Devices	(Episode 5) 7 Tips for Securing your IoT Devices This series of short videos answers frequently asked information security questions and shares insights from professionals in the field. Join us as we ask the important questions and have some fun in… oit information security office devices device iot things network lot fi wi password malware smartphone sort princeton idea tracker fitness bureau companies google perspective From Tara Schaufler 0 likes 215 plays Date January 4th, 2022 Speaker Tara Schaufler Department Information Security Office
54:13 Securing Your Home Network - It's Not That… Securing Your Home Network - It's Not That Scary	Securing Your Home Network - It's Not That Scary (InfoSec 201) This session is back by popular demand (offered at Princeton in 2019). Most households have networks of devices linked to the internet. This network often includes computers, gaming… network devices gateway password things settings device thing firewall fi access lot router wireless ip ssid question xfinity bit admin From Stefanie Clerkin 0 likes 4 plays Date October 19th, 2021 Speaker David Sherry & Tara Schaufler Department Information Security Office
30:54 Engage 2021 - A Keynote Conversation with Tech… Engage 2021 - A Keynote Conversation with Tech Pioneer, Marian Croak	Engage 2021 - A Keynote Conversation with Tech Pioneer, Marian Croak Dr. Marian Croak, a member of the Princeton Class of 1977 and a vice president for responsible AI and human-centered technology at Google Research, will be one of the first two Black women inducted… things thing innovation google computer lot change engineering ai professor princeton problems culture communication science companies models technologies network users From Innovation Innovation Communication 0 likes 9 plays Date December 2nd, 2021 Speaker Marian Croak, Jennifer Rexford, Claudia V. Roberts Department Princeton Innovation